But can humans do that? If you show someone a picture of a cat, can they "explain" why is it a cat and not a dog or a pumpkin?
And is that explanation the way how they obtained the "cat-nes" of the picture, or do they just see that it is a cat immediately and obviously and when you ask them for an explanation they come up with some explaining noises until you are satisfied?
Wild cat, house cat, lynx,...? Sure, they can. They will tell you about proportions, shape of the ears, size as compared to other objects in the picture etc.
For cat vs pumpkin they will think you are making fun of them, but it very much is explainable. Though now I am picturing a puzzle about finding orange cats in a picture of a pumpkin field.
Shown a picture of a cloud,
why it looks like a cat does sometimes need an explanation until others can see the cat, and it's not just "explaining noises".
And is that explanation the way how they obtained the "cat-nes" of the picture, or do they just see that it is a cat immediately and obviously and when you ask them for an explanation they come up with some explaining noises until you are satisfied?